{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>content</th>\n",
       "      <th>subject</th>\n",
       "      <th>sentiment_word</th>\n",
       "      <th>sentiment_value</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>content_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Silent Angel期待您的光临，共赏美好的声音！</td>\n",
       "      <td>其他</td>\n",
       "      <td>好</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>这只HD650在1k的失真左声道是右声道的6倍左右，也超出官方规格参数范围（0.05%），看...</td>\n",
       "      <td>其他</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>达音科 17周年 倒是数据最好看，而且便宜</td>\n",
       "      <td>配置</td>\n",
       "      <td>好</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>bose，beats，apple的消費者根本不知道有曲線的存在</td>\n",
       "      <td>其他</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>不错的数据</td>\n",
       "      <td>配置</td>\n",
       "      <td>不错</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17200</th>\n",
       "      <td>3000价位推hd650有比S7更好的耳放么</td>\n",
       "      <td>其他</td>\n",
       "      <td>好</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17201</th>\n",
       "      <td>hd800爆皮正常，换根线就没这种忧虑了</td>\n",
       "      <td>配置</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17202</th>\n",
       "      <td>自己焊接一下就行了，话说我820原线全新，800s原线99新，放盒子里没动了</td>\n",
       "      <td>配置</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17203</th>\n",
       "      <td>所以趁着还没爆，赶紧出手。</td>\n",
       "      <td>其他</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17204</th>\n",
       "      <td>sommer黑参考自己diy两米线，成本600左右，吊打原线</td>\n",
       "      <td>配置</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>17176 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                      content subject  \\\n",
       "content_id                                                              \n",
       "0                                 Silent Angel期待您的光临，共赏美好的声音！      其他   \n",
       "2           这只HD650在1k的失真左声道是右声道的6倍左右，也超出官方规格参数范围（0.05%），看...      其他   \n",
       "3                                       达音科 17周年 倒是数据最好看，而且便宜      配置   \n",
       "4                             bose，beats，apple的消費者根本不知道有曲線的存在      其他   \n",
       "5                                                       不错的数据      配置   \n",
       "...                                                       ...     ...   \n",
       "17200                                  3000价位推hd650有比S7更好的耳放么      其他   \n",
       "17201                                    hd800爆皮正常，换根线就没这种忧虑了      配置   \n",
       "17202                  自己焊接一下就行了，话说我820原线全新，800s原线99新，放盒子里没动了      配置   \n",
       "17203                                           所以趁着还没爆，赶紧出手。      其他   \n",
       "17204                          sommer黑参考自己diy两米线，成本600左右，吊打原线      配置   \n",
       "\n",
       "           sentiment_word  sentiment_value  \n",
       "content_id                                  \n",
       "0                       好                1  \n",
       "2                     NaN                0  \n",
       "3                       好                1  \n",
       "4                     NaN                0  \n",
       "5                      不错                1  \n",
       "...                   ...              ...  \n",
       "17200                   好                1  \n",
       "17201                 NaN                0  \n",
       "17202                 NaN                0  \n",
       "17203                 NaN                0  \n",
       "17204                 NaN                0  \n",
       "\n",
       "[17176 rows x 4 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def get_data():\n",
    "    df = pd.read_csv('earphone_sentiment.csv')\n",
    "    return df\n",
    "df = get_data().set_index('content_id')\n",
    "df"
   ]
  },
  {
   "attachments": {
    "image.png": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 用来正常显示负号"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 17176 entries, 0 to 17204\n",
      "Data columns (total 4 columns):\n",
      " #   Column           Non-Null Count  Dtype \n",
      "---  ------           --------------  ----- \n",
      " 0   content          17176 non-null  object\n",
      " 1   subject          17176 non-null  object\n",
      " 2   sentiment_word   4966 non-null   object\n",
      " 3   sentiment_value  17176 non-null  int64 \n",
      "dtypes: int64(1), object(3)\n",
      "memory usage: 670.9+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "293"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.duplicated().sum()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.drop_duplicates(inplace=True)  #  删除重复值\n",
    "df.duplicated().sum()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "content                0\n",
       "subject                0\n",
       "sentiment_word     11958\n",
       "sentiment_value        0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()\n",
    "# sentiment_word有11958个空值"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## subject"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "其他    12389\n",
       "配置     2318\n",
       "音质     1008\n",
       "价格      791\n",
       "外形      157\n",
       "功能      152\n",
       "舒适       68\n",
       "Name: subject, dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['subject'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x='subject', data=df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**大部分的评论没有明确的主题，有名确主题的主要围绕配置、价格和音质进行说明。**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## sentiment_word"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "好      3276\n",
       "不错      563\n",
       "差       414\n",
       "强       244\n",
       "牛       127\n",
       "垃圾       32\n",
       "高级       31\n",
       "追求       25\n",
       "呵呵       24\n",
       "难听       22\n",
       "骗        21\n",
       "噪音       16\n",
       "用心       16\n",
       "舒适       16\n",
       "音染       14\n",
       "疼        13\n",
       "水准       12\n",
       "轰        10\n",
       "惊艳        7\n",
       "良心        7\n",
       "精致        7\n",
       "无语        6\n",
       "无奈        5\n",
       "不舒服       4\n",
       "充足        3\n",
       "小巧        3\n",
       "模糊        2\n",
       "上当        2\n",
       "辣鸡        2\n",
       "混浊        1\n",
       "Name: sentiment_word, dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['sentiment_word'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(20,5))\n",
    "sns.countplot(x='sentiment_word',data=df,ax=ax)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在4966条有情感词的数据中，大部分是好评"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## sentiment_value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       " 0    11958\n",
       " 1     4337\n",
       "-1      588\n",
       "Name: sentiment_value, dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['sentiment_value'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**情感值只有三种，0，1，-1**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>sentiment_value</th>\n",
       "      <th>-1</th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>subject</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>价格</th>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>其他</th>\n",
       "      <td>325</td>\n",
       "      <td>0</td>\n",
       "      <td>2813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>功能</th>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>外形</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>舒适</th>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>配置</th>\n",
       "      <td>121</td>\n",
       "      <td>0</td>\n",
       "      <td>750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>音质</th>\n",
       "      <td>64</td>\n",
       "      <td>0</td>\n",
       "      <td>354</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "sentiment_value   -1   0     1\n",
       "subject                       \n",
       "价格                42   0   254\n",
       "其他               325   0  2813\n",
       "功能                10   0    61\n",
       "外形                 5   0    68\n",
       "舒适                21   0    37\n",
       "配置               121   0   750\n",
       "音质                64   0   354"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.pivot_table(columns='sentiment_value',index='subject',values='sentiment_word',aggfunc=\"count\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在4966条有情感词的数据中，大部分是好评,所以1应该代表的是好评，-1代表的是差评"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11958"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['sentiment_value']==0]['sentiment_word'].isnull().sum()  # 情感值为0，情感词为空的数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       " 1    4337\n",
       "-1     588\n",
       "Name: sentiment_value, dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['sentiment_word'].notnull()]['sentiment_value'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "情感词为空的数据的情感值都为0，是中性，所以这些空值不做处理"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据预处理\n",
    "去除停用词"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       " '#',\n",
       " '&',\n",
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       " '(',\n",
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       " ',',\n",
       " '-',\n",
       " '--',\n",
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       " '...',\n",
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       " '...................',\n",
       " './',\n",
       " '.一',\n",
       " '.数',\n",
       " '.日',\n",
       " '/',\n",
       " '//',\n",
       " ':',\n",
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       " ';',\n",
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       " ']',\n",
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       " '}',\n",
       " '~~~~',\n",
       " '·',\n",
       " '×',\n",
       " '×××',\n",
       " 'Δ',\n",
       " 'Ψ',\n",
       " 'γ',\n",
       " 'μ',\n",
       " 'φ',\n",
       " 'φ．',\n",
       " 'В',\n",
       " '—',\n",
       " '——',\n",
       " '———',\n",
       " '‘',\n",
       " '’',\n",
       " '’‘',\n",
       " '“',\n",
       " '”',\n",
       " '”，',\n",
       " '……',\n",
       " '…………………………………………………③',\n",
       " '′∈',\n",
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       " '℃',\n",
       " 'Ⅲ',\n",
       " '↑',\n",
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       " '∪φ∈',\n",
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       " '不过',\n",
       " '不问',\n",
       " '与',\n",
       " '与其',\n",
       " '与否',\n",
       " '与此同时',\n",
       " '且',\n",
       " '两者',\n",
       " '个',\n",
       " '临',\n",
       " '为',\n",
       " '为了',\n",
       " '为什么',\n",
       " '为何',\n",
       " '为着',\n",
       " '乃',\n",
       " '乃至',\n",
       " '么',\n",
       " '之',\n",
       " '之一',\n",
       " '之所以',\n",
       " '之类',\n",
       " '乌乎',\n",
       " '乎',\n",
       " '乘',\n",
       " '也',\n",
       " '也好',\n",
       " '也就是说',\n",
       " '也罢',\n",
       " '了',\n",
       " '于',\n",
       " '于是',\n",
       " '于是乎',\n",
       " '云云',\n",
       " '人家',\n",
       " '什么',\n",
       " '什么样',\n",
       " '从',\n",
       " '从而',\n",
       " '他',\n",
       " '他人',\n",
       " '他们',\n",
       " '以',\n",
       " '以便',\n",
       " '以免',\n",
       " '以及',\n",
       " '以至',\n",
       " '以至于',\n",
       " '以致',\n",
       " '们',\n",
       " '任',\n",
       " '任何',\n",
       " '任凭',\n",
       " '似的',\n",
       " '但',\n",
       " '但是',\n",
       " '何',\n",
       " '何况',\n",
       " '何处',\n",
       " '何时',\n",
       " '作为',\n",
       " '你',\n",
       " '你们',\n",
       " '使得',\n",
       " '例如',\n",
       " '依',\n",
       " '依照',\n",
       " '俺',\n",
       " '俺们',\n",
       " '倘',\n",
       " '倘使',\n",
       " '倘或',\n",
       " '倘然',\n",
       " '倘若',\n",
       " '借',\n",
       " '假使',\n",
       " '假如',\n",
       " '假若',\n",
       " '像',\n",
       " '元／吨',\n",
       " '兮',\n",
       " '关于',\n",
       " '其',\n",
       " '其一',\n",
       " '其中',\n",
       " '其二',\n",
       " '其他',\n",
       " '其余',\n",
       " '其它',\n",
       " '其次',\n",
       " '具体地说',\n",
       " '具体说来',\n",
       " '再者',\n",
       " '再说',\n",
       " '冒',\n",
       " '冲',\n",
       " '况且',\n",
       " '几',\n",
       " '几时',\n",
       " '凭',\n",
       " '凭借',\n",
       " '则',\n",
       " '别',\n",
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       " '别说',\n",
       " '到',\n",
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       " '前者',\n",
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       " '即',\n",
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       " '即便',\n",
       " '即或',\n",
       " '即若',\n",
       " '又',\n",
       " '及',\n",
       " '及其',\n",
       " '及至',\n",
       " '反之',\n",
       " '反过来',\n",
       " '反过来说',\n",
       " '另',\n",
       " '另一方面',\n",
       " '另外',\n",
       " '只是',\n",
       " '只有',\n",
       " '只要',\n",
       " '只限',\n",
       " '叫',\n",
       " '叮咚',\n",
       " '可',\n",
       " '可以',\n",
       " '可是',\n",
       " '可见',\n",
       " '各',\n",
       " '各个',\n",
       " '各位',\n",
       " '各种',\n",
       " '各自',\n",
       " '同',\n",
       " '同时',\n",
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       " '向着',\n",
       " '吓',\n",
       " '吗',\n",
       " '否则',\n",
       " '吧',\n",
       " '吧哒',\n",
       " '吱',\n",
       " '呀',\n",
       " '呃',\n",
       " '呕',\n",
       " '呗',\n",
       " '呜',\n",
       " '呜呼',\n",
       " '呢',\n",
       " '呵',\n",
       " '呸',\n",
       " '呼哧',\n",
       " '咋',\n",
       " '和',\n",
       " '咚',\n",
       " '咦',\n",
       " '咱',\n",
       " '咱们',\n",
       " '咳',\n",
       " '哇',\n",
       " '哈',\n",
       " '哈哈',\n",
       " '哉',\n",
       " '哎',\n",
       " '哎呀',\n",
       " '哎哟',\n",
       " '哗',\n",
       " '哟',\n",
       " '哦',\n",
       " '哩',\n",
       " '哪',\n",
       " '哪个',\n",
       " '哪些',\n",
       " '哪儿',\n",
       " '哪天',\n",
       " '哪年',\n",
       " '哪怕',\n",
       " '哪样',\n",
       " '哪边',\n",
       " '哪里',\n",
       " '哼',\n",
       " '哼唷',\n",
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       " '啥',\n",
       " '啦',\n",
       " '啪达',\n",
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       " '宁可',\n",
       " '宁愿',\n",
       " '宁肯',\n",
       " '它',\n",
       " '它们',\n",
       " '对',\n",
       " '对于',\n",
       " '将',\n",
       " '尔后',\n",
       " '尚且',\n",
       " '就',\n",
       " '就是',\n",
       " '就是说',\n",
       " '尽',\n",
       " '尽管',\n",
       " '岂但',\n",
       " '己',\n",
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       " '归',\n",
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       " '总而言之',\n",
       " '恰恰相反',\n",
       " '您',\n",
       " '慢说',\n",
       " '我',\n",
       " '我们',\n",
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       " '或是',\n",
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       " '故此',\n",
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       " '望',\n",
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       " '此外',\n",
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       " '毋宁',\n",
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       " '然后',\n",
       " '然而',\n",
       " '照',\n",
       " '照着',\n",
       " '甚么',\n",
       " '甚而',\n",
       " '甚至',\n",
       " '用',\n",
       " '由',\n",
       " '由于',\n",
       " '由此可见',\n",
       " '的',\n",
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       " '相对而言',\n",
       " '省得',\n",
       " '着',\n",
       " '着呢',\n",
       " '矣',\n",
       " '离',\n",
       " '种',\n",
       " '第',\n",
       " '第二',\n",
       " '等',\n",
       " '等等',\n",
       " '管',\n",
       " '紧接着',\n",
       " '纵',\n",
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       " '纵然',\n",
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       " '者',\n",
       " '而',\n",
       " '而且',\n",
       " '而况',\n",
       " '而外',\n",
       " '而已',\n",
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       " '自',\n",
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       " '自从',\n",
       " '自各儿',\n",
       " '自家',\n",
       " '自己',\n",
       " '自身',\n",
       " '至',\n",
       " '至于',\n",
       " '若',\n",
       " '若是',\n",
       " '若非',\n",
       " '莫若',\n",
       " '虽',\n",
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       " '通过',\n",
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       " '那',\n",
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       " '那时',\n",
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       " '那边',\n",
       " '那里',\n",
       " '鄙人',\n",
       " '鉴于',\n",
       " '阿',\n",
       " '除',\n",
       " '除了',\n",
       " '除此之外',\n",
       " '除非',\n",
       " '随',\n",
       " '随着',\n",
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       " '顺着',\n",
       " '首先',\n",
       " '！',\n",
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       " '）',\n",
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       " '）、',\n",
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       " '＋ξ',\n",
       " '＋＋',\n",
       " '，',\n",
       " '，也',\n",
       " '－',\n",
       " '－β',\n",
       " '－－',\n",
       " '－［＊］－',\n",
       " '．',\n",
       " '／',\n",
       " '０：２',\n",
       " '１．',\n",
       " '１２％',\n",
       " '２．３％',\n",
       " '５：０',\n",
       " '：',\n",
       " '；',\n",
       " '＜',\n",
       " '＜±',\n",
       " '＜Δ',\n",
       " '＜λ',\n",
       " '＜φ',\n",
       " '＜＜',\n",
       " '＝',\n",
       " '＝″',\n",
       " '＝☆',\n",
       " '＝（',\n",
       " '＝－',\n",
       " '＝［',\n",
       " '＝｛',\n",
       " '＞',\n",
       " '＞λ',\n",
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       " 'ＬＩ',\n",
       " 'Ｒ．Ｌ．',\n",
       " 'ＺＸＦＩＴＬ',\n",
       " '［',\n",
       " '［①①］',\n",
       " '［①②］',\n",
       " '［①③］',\n",
       " '［①④］',\n",
       " '［①⑤］',\n",
       " '［①⑥］',\n",
       " '［①⑦］',\n",
       " '［①⑧］',\n",
       " '［①⑨］',\n",
       " '［①Ａ］',\n",
       " '［①Ｂ］',\n",
       " '［①Ｃ］',\n",
       " '［①Ｄ］',\n",
       " '［①Ｅ］',\n",
       " '［①］',\n",
       " '［①ａ］',\n",
       " '［①ｃ］',\n",
       " '［①ｄ］',\n",
       " '［①ｅ］',\n",
       " '［①ｆ］',\n",
       " '［①ｇ］',\n",
       " '［①ｈ］',\n",
       " '［①ｉ］',\n",
       " '［①ｏ］',\n",
       " '［②',\n",
       " '［②①］',\n",
       " '［②②］',\n",
       " '［②③］',\n",
       " '［②④',\n",
       " '［②⑤］',\n",
       " '［②⑥］',\n",
       " '［②⑦］',\n",
       " '［②⑧］',\n",
       " '［②⑩］',\n",
       " '［②Ｂ］',\n",
       " '［②Ｇ］',\n",
       " '［②］',\n",
       " '［②ａ］',\n",
       " '［②ｂ］',\n",
       " '［②ｃ］',\n",
       " '［②ｄ］',\n",
       " '［②ｅ］',\n",
       " '［②ｆ］',\n",
       " '［②ｇ］',\n",
       " '［②ｈ］',\n",
       " '［②ｉ］',\n",
       " '［②ｊ］',\n",
       " '［③①］',\n",
       " '［③⑩］',\n",
       " '［③Ｆ］',\n",
       " '［③］',\n",
       " '［③ａ］',\n",
       " '［③ｂ］',\n",
       " '［③ｃ］',\n",
       " '［③ｄ］',\n",
       " '［③ｅ］',\n",
       " '［③ｇ］',\n",
       " '［③ｈ］',\n",
       " '［④］',\n",
       " '［④ａ］',\n",
       " '［④ｂ］',\n",
       " '［④ｃ］',\n",
       " '［④ｄ］',\n",
       " '［④ｅ］',\n",
       " '［⑤］',\n",
       " '［⑤］］',\n",
       " '［⑤ａ］',\n",
       " '［⑤ｂ］',\n",
       " '［⑤ｄ］',\n",
       " '［⑤ｅ］',\n",
       " '［⑤ｆ］',\n",
       " '［⑥］',\n",
       " '［⑦］',\n",
       " '［⑧］',\n",
       " '［⑨］',\n",
       " '［⑩］',\n",
       " '［＊］',\n",
       " '［－',\n",
       " '［］',\n",
       " '］',\n",
       " '］∧′＝［',\n",
       " '］［',\n",
       " '＿',\n",
       " 'ａ］',\n",
       " 'ｂ］',\n",
       " 'ｃ］',\n",
       " 'ｅ］',\n",
       " 'ｆ］',\n",
       " 'ｎｇ昉',\n",
       " '｛－',\n",
       " '｝',\n",
       " '｝＞',\n",
       " '～',\n",
       " '～±',\n",
       " '～＋'}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stop_words = set()\n",
    "with open('哈工大停用词表.txt','r', encoding='utf-8',) as f:\n",
    "    for line in f:\n",
    "        stop_words.add(line.strip())\n",
    "stop_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "stop_words.add('不是')\n",
    "stop_words.add('其实')\n",
    "stop_words.add('没有')\n",
    "stop_words.add('没')\n",
    "stop_words.add('都')\n",
    "stop_words.add('还')\n",
    "stop_words.add('会')\n",
    "stop_words.add('不')\n",
    "stop_words.add('感觉')\n",
    "stop_words.add('觉得')\n",
    "stop_words.add('很')\n",
    "stop_words.add('现在')\n",
    "stop_words.add('知道')\n",
    "stop_words.add('明显')\n",
    "stop_words.add('有点')\n",
    "stop_words.add('非常')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "import jieba\n",
    "jieba.setLogLevel(20)\n",
    "data = df.copy(deep=True)\n",
    "\n",
    "def cut_words(x):\n",
    "    cutword = [word for word in jieba.cut_for_search(x)]\n",
    "    cutword = [word for word in cutword if word not in stop_words]\n",
    "    return cutword\n",
    "\n",
    "data.loc[:, 'cut'] = data.loc[:, 'content'].apply(cut_words)\n",
    "    \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "content_id\n",
       "0                   [Silent,  , Angel, 期待, 光临, 共赏, 美好, 声音]\n",
       "2        [只, HD650, 1k, 失真, 声道, 左声道, 声道, 右声道, 6, 倍, 左右,...\n",
       "3                    [达音科,  , 17, 周年,  , 倒, 数据, 最, 好看, 便宜]\n",
       "4                   [bose, beats, apple, 消費者, 根本, 有曲線, 存在]\n",
       "5                                                 [不错, 数据]\n",
       "                               ...                        \n",
       "17200                     [3000, 价位, 推, hd650, S7, 更好, 耳放]\n",
       "17201                       [hd800, 爆皮, 正常, 换, 根线, 这种, 忧虑]\n",
       "17202    [焊接, 一下, 就行了, 话, 说, 820, 原线, 全新, 800s, 原线, 99,...\n",
       "17203                                          [爆, 赶紧, 出手]\n",
       "17204     [sommer, 黑, 参考, diy, 两米, 线, 成本, 600, 左右, 吊打, 原线]\n",
       "Name: cut, Length: 16883, dtype: object"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['cut']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_value={-1:\"negative\",0:\"neutral\",1:\"positive\"}\n",
    "data.loc[:,'sentiment_label']=data.loc[:,'sentiment_value'].map(new_value)\n",
    "\n",
    "positive_df = data[data['sentiment_value']==1]\n",
    "negative_df = data[data['sentiment_value']==-1]\n",
    "neutral_df = data[data['sentiment_value']==0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 用户情感可视化"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 词云图可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "from wordcloud import WordCloud,STOPWORDS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_words = '/'.join(data.loc[:, 'cut'].apply(lambda x: '/'.join([w for w in x if w.strip()])).values.tolist())\n",
    "positive_words = '/'.join(positive_df.loc[:, 'cut'].apply(lambda x: '/'.join([w for w in x if w.strip()])).values.tolist())\n",
    "negative_words = '/'.join(negative_df.loc[:, 'cut'].apply(lambda x: '/'.join([w for w in x if w.strip()])).values.tolist())\n",
    "neutral_words = '/'.join(neutral_df.loc[:, 'cut'].apply(lambda x: '/'.join([w for w in x if w.strip()])).values.tolist())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "all_wc = WordCloud(font_path='simhei.ttf', background_color='white', margin=5, height=2000, width=2000).generate(all_words)\n",
    "plt.imshow(all_wc)\n",
    "plt.axis(\"off\")\n",
    "plt.title('all_words wordcloud')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "positive_wc = WordCloud(font_path='simhei.ttf', background_color='white', margin=5, height=2000, width=2000).generate(positive_words)\n",
    "plt.imshow(positive_wc)\n",
    "plt.axis('off')\n",
    "plt.title('positive_words')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "negative_wc = WordCloud(font_path='simhei.ttf', background_color='white', margin=5, height=2000, width=2000).generate(negative_words)\n",
    "plt.imshow(negative_wc)\n",
    "plt.axis('off')\n",
    "plt.title('negative_words')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "neutral_wc = WordCloud(font_path='simhei.ttf', background_color='white', margin=5, height=2000, width=2000).generate(neutral_words)\n",
    "plt.imshow(neutral_wc)\n",
    "plt.axis('off')\n",
    "plt.title('neutral_words')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 情感词数柱状图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10,5))\n",
    "sns.countplot(x='subject', hue='sentiment_label', data=data, ax=ax)\n",
    "plt.title('不同主题的词性分布')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10,5))\n",
    "sns.countplot(x='subject', data=positive_df, ax=ax)\n",
    "plt.title('好评词在不同主题的分布')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10,5))\n",
    "sns.countplot(x='subject', data=negative_df, ax=ax)\n",
    "plt.title('差评词在不同主题的分布')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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LkyRJGgbL6xmLMX7+Dnh53yqSJEkaIsvsGcvMHwE/iohtMvPsSapJkiRpaCwzjHU4JSIOAmaNNBjOJEmSVl2vR1NeAGxBGaYc+SdJkqRV1GvP2NLMPKmvlUiSJA2hXsPYZRHxOeBs4C6AzLykb1VJkiQNiV7D2P3ANcCzKUOUCRjGJEmSVlGvYWwxJYCNBDFJkiRNgBW5HFIAawL7A7v2pxxJkqTh0lPPWGZ+quPmxyLio32qR5Ikaaj0FMYiorMnbF3gqf0pR5Ikabj0Omdsd0bnit0HHN6fciRJkoZLr3PG3g/cAmwI3Apc27eKJEmShkivYeyTwMbAN4HNgTP7VpEkSdIQ6XWY8nGZ+Zq6/K2IuLhfBUmSJA2TXsPYbyLiWOAHwE7Ajf0rSZIkaXj0Okz5BkpwOwBYCry+bxVJkiQNkV7D2DnADZl5ODCbModMkiRJq6jXMLbByIlfM/P9wEb9K0mSJGl49Dpn7NcR8Xbg3ykXC/9t/0qSJEkaHr32jB0C3E2ZM3YPcHC/CpIkSRomvV6b8l7g1D7XIkmSNHR67RmTJElSHxjGJEmSGjKMSZIkNWQYkyRJasgwJkmS1JBhTJIkqSHDmCRJUkN9CWMRsUlEXF2Xz4iIKyLinR3re2qTJEma6vrVM3YSsGZE7A9Mz8ydgbkRsXWvbX2qS5IkaaBMeBiLiD2Au4CbgQXAuXXV94BdVqBtrMc+LCIWRsTCJUuWTHTpkiRJk25Cw1hEzALeDRxTm9YGbqzLS4FNVqDtUTLz9Mycn5nz58yZM5GlS5IkNTHRPWPHAB/JzN/X23cCa9blderz9domSZI05U106HkB8KaIuAjYAdib0SHH7YHFwKIe2yRJkqa8GRP5YJm568hyDWT7AJdGxFzgJcCOQPbYJkmSNOX1bTgwMxdk5lLK5PyrgN0z845e2/pVlyRJ0iCZ0J6xsWTm7YweKblCbZIkSVOdE+UlSZIaMoxJkiQ1ZBiTJElqyDAmSZLUkGFMkiSpIcOYJElSQ4YxSZKkhgxjkiRJDRnGJEmSGjKMSZIkNWQYkyRJasgwJkmS1JBhTJIkqSHDmCRJUkOGMUmSpIYMY5IkSQ0ZxiRJkhoyjEmSJDVkGJMkSWrIMCZJktSQYUySJKkhw5gkSVJDhjFJkqSGDGOSJEkNGcYkSZIaMoxJkiQ1ZBiTJElqyDAmSZLUkGFMkiSpIcOYJElSQ4YxSZKkhgxjkiRJDRnGJEmSGjKMSZIkNWQYkyRJasgwJkmS1JBhTJIkqSHDmCRJUkOGMUmSpIYMY5IkSQ0ZxiRJkhoyjEmSJDVkGJMkSWrIMCZJktSQYUySJKkhw5gkSVJDhjFJkqSGJjyMRcR6EfHNiLgwIr4cEbMi4oyIuCIi3tmxXU9tkiRJU1k/esZeBXwwM18I3AwcBEzPzJ2BuRGxdUTs30tbH2qTJEkaKDMm+gEz86MdN+cArwZOqbe/B+wCPAM4t4e2X3Q+dkQcBhwGsOWWW0506ZIkSZOub3PGImInYAPgf4Eba/NSYBNg7R7bHiEzT8/M+Zk5f86cOf0qXZIkadL0JYxFxIbAqcChwJ3AmnXVOvU5e22TJEma0voxgX8WZbjx2My8HlhEGXIE2B5YvAJtkiRJU9qEzxkDXgs8CzguIo4DzgReExFzgZcAOwIJXNpDmyRJ0pQ24T1jmfkvmblBZi6o/z4FLACuAnbPzDsyc2kvbRNdmyRJ0qDpR8/Yo2Tm7YweKblCbZIkSVOZk+QlSZIaMoxJkiQ1ZBiTJElqyDAmSZLUkGFMkiSpIcOYJElSQ4YxSZKkhgxjkiRJDU3KSV+lYfO8U5/XuoRmLv+by1uXIEmrFXvGJEmSGjKMSZIkNWQYkyRJasgwJkmS1JBhTJIkqSHDmCRJUkOGMUmSpIYMY5IkSQ0ZxiRJkhoyjEmSJDVkGJMkSWrIMCZJktSQYUySJKkhw5gkSVJDhjFJkqSGDGOSJEkNGcYkSZIaMoxJkiQ1ZBiTJElqyDAmSZLUkGFMkiSpIcOYJElSQ4YxSZKkhma0LkCSNHFOe9tXW5fQ1BEn7926BGmF2TMmSZLUkGFMkiSpIYcpNaYb3vv01iU0teW7f9y6BEnSkLBnTJIkqSHDmCRJUkOGMUmSpIYMY5IkSQ0ZxiRJkhoyjEmSJDVkGJMkSWrIMCZJktSQYUySJKkhw5gkSVJDhjFJkqSGBu7alBFxBrAt8I3MfF/reiRNrot33a11CU3tdsnFrUuQVsrP/uF7rUtoatvj9ljp+w5Uz1hE7A9Mz8ydgbkRsXXrmiRJkvopMrN1DQ+LiA8DF2TmNyLiAGB2Zp7Zsf4w4LB6cxvg2gZl9moj4NbWRazG3H8rz323atx/q8b9t2rcfytv0Pfd4zNzzlgrBm2Ycm3gxrq8FHhS58rMPB04fbKLWhkRsTAz57euY3Xl/lt57rtV4/5bNe6/VeP+W3mr874bqGFK4E5gzbq8DoNXnyRJ0oQatLCzCNilLm8PLG5XiiRJUv8N2jDlecClETEXeAmwY9tyVslqMZw6wNx/K899t2rcf6vG/bdq3H8rb7XddwM1gR8gIjYAXghckpk3t65HkiSpnwYujEmSJA2TQZszpiERETM6lqNlLauTiJgREdPqckTEzIhYKyJmR8Q6EbFO6xpXN3WfrjVGu++Py1Ffc4M23WWgRcReEbFVXe5539XX6Rr9q2xqiIjpXbdn1p9rDPK5S32zWQURcXREvL7j9lER8Vdd27w/Il5Slx8XEZ+Z7DoH1GkRsaAuHxARp3ZvEBHf7Vj+VEQ8bpJqG2R/CVwQETcAvwa+AbwR+Ez9t7i+aZ8SEYsi4icRcXVd/kVEXBYRX2tY/yDaCPi3zob6oXdlRGxabx8UEa+NiA0j4sAWRQ6KrgBxMvCCjnXT68/NI2LfiPjziDikvjeeHBEX1fNFDqU6DeddwAk1kH0+Ir4WEVfUfxERb65/w8+JiHMi4rMRcT7w/+nY18Oqvo62rcvPi4iPdaxbB/h+RNwcERdHxG+AD9XVR1DeKweS32hWUkR8HXgCcF9E7F2bnwA8GBF7Zuar6xvTi4FTImI/4DLg/iYFD5DaC/FM4PD6reWNwC0RsXtmfr/2lE0D7qlv/FsAuwLHRcSGwA8z8/2t6m/sXOBy4HhgDeBY4LrMPBkgIi7KzAciYlnzD4Z2bkJE7AS8HdgUuBk4DrgF+EPXpm8D/h6YHxFPBH4D/AXloKLPT1rBg+mciFgXWItyOqIjIuKYuvxD4J3A84C9gc8BS4CTgL2A2zLzgRZFt1aD2HnAm4GbKOHqQMrnxquBD2ZmRsRtwDuAfwAOoZxhYH5mntSg7IFSP1N3B/62Nt0LPPx6ysw7I+KlwCco4eukzDyi/g0fCAzstdYMYyspM18WEW8B5gDfrM0HAldn5ln19suBnwJBeSO/DNgiIv4RmJeZr5jUogfHEcBPM/Oh2iP2UeCrwHkRMQe4Hvhn4GnAlyh/bL8AjqF8yzmvRdEDYnfK62qTevtMyuvu113bnQWcUZfnUwLtefX2Q32tcIBl5pXAfhFxVWbuFxHvoXxh2ioiLqKcePp1wNGUU+vMpOy7U4DPZOYnI+KvIuLJmfnzFr9Da5l5UO2ZOBXYp/4dXwQcmZm/rJvdTwm8b6/LWwGfhYd7HQ/NzF9MevFtHQhcApwA3AG8Bfgt8FZgWmZeC5CZn46INYHzgVnA+sC6EfFCyhewv8zM6ye9+sGwL+Vv9LsR8QxgHyhTCjJzzPe1+gX+34DXMsBfRA1jq+4xlBPUQvlDAR5+wzka+G9gO+DZwKeAdSkvjJMnt8zBEBFPBl4FXB0Rn6J84F2UmfdGxAnAmyhvQidR9tGplG/WdwEXAV/PzJ82KH1QPAD8mNJTsxbltbd1RJxV129fexP3YPSNZw/KN/GRIY67KV8Shl5m/l1EnAkcl5mvr8sPUPbZLzNzaUTMA7YE/rF+w94X+HazohuKiN0oPV/3UvbJV2rv9tbAhyNiFvBBSoj4amZ+uN7vO5k57ENs5wMLgMcDv6Tso+8D9wBrRcR3KF/s16OcTWAvgDqdY+h7xur72lGUL6Q3A5dSPhc2oEzd2I/yuuzONfcAh1MC8FURsXNm/nGy6u6VYWzVvQx4Vl3eAriqLj+HMqT0YuDPgKsp19U8idKV/+CkVjk4NqD0cL2i/tyTMpxxJnBiZu5chyk/Q3nD2gf4GbAz8E/A8yLibOAjmfmDBvW3lpQhoG9S9s2mlKtWXJaZx3ds96GIuIDyZQHKl4BtgBmZuQvqtBnlzR1gw7r8XeDW8lIkKb0XJwPXAWdn5o1jPM6Ul5kXAxfXebDTu1Y/mJnfBIiIQynTDL5LGRl4qIaNzYDTM/OfJ7PuARGUz9xplH33B8qw2S6U3ut1gf+ghLHdIuIOyhf43wLT61zFc0emJAyhwymfCycCXwcuru23U6YOnAF8hPJl4HGU8LtVbT+cMr/2qEEMYuAE/pUSEdNrYIASIBZk5gLgtLp+GmVezxnADcC7gfvq9jOAf6VcbWDo1AD1H3X5JkrvzsgH4d31556UHsW7gPdQ5lRsSQmzT6Xsy18ynJIyx+mLwKHA/zL+sONSyryUzn+DfBHdSRXlSNTHUnorflabN6B8g76T8sXqKsq37acALwL+ijK/Z9h9kPJe1vnvox3r51Beaw8AL6UMz70a+ABDOm+2njdzL8oX9ZcCL+2aP3cacAWlF/tByt/6ufXz5fmUId9hPvL8tMz8GOV1djpl1ASAzPwKZXrLDOA1wDmUHuwLgPcC36o//ysG9Chpe8ZWzsHAAZQ/loiIA2p71LZXUF4wV3bdb0bd5mjKN53Zmdk9cXjYPIHyBtTpdsocnZ0y87aI+A/glsw8qQ4ZnZiZSya3zIERlA+6w+vtLel4g64HRzyQmfdResUO6rr/0M4XA6jzTF5J2W+fB84G9qecaBpgjXoAxBqMXgHkj5S/6+uBE8abmzJk1qHMeerUeXqQbYHvMPoZ82LKfM9bgNn9Lm6AbZKZT46IjSijJA/LzN8CjH7PZxpwcESM9GRvAHxhsgodNB1/d88C3peZN0XE5h2bHFsPgDgA+J+O9lsp80B/C1xIGeq8dDJqXhGGsZWQmWcCZ0bEkcDczDwGICK+BHy7pnfqHxyUbznrUV4Mh2Tm/RHxZsqQyHsm/Rdob+Q8WZtQj5LsXJmZi+r6h5uAN0bEXpSAsXiyCh1A0yjzc0bmKW7M6LAHlP25R0QcS+nRuaDr/jvXI5JySEPF3ZQhyHdRelhPo/RUP1gnpc+q292SmXvVHvCv1rab62T1vwGuycwLJ7n2QXJTHQ14WET8pP58DGUo/a8zc88op//5MeVD8KmMHgk3jDauw7UzGf99bDfKF/7rgAMy8z8BImJjYE5ETM/MoZvmUueMHUM5+O11I80j63P0DPavpBwNPdJ+a5TTiHwNeGtmDlwQA8PYSqlvNp+lTILuDBJ/AZwUEWdl5iGUN/bHZObtEfFzSlfpyAjn7xnt3Rg2a1Beex8A3t4RCtbt2m5kvtNM4F86esaGeSLrTOADI0fs1on7twOvq6dteDyli/5blCGiBWM8xgWUuRXn9b3aAVOPWLsWICKOAJbWIyS3pRzl9o666cz6822UoeAbgM9FxGsoc0MH9hD5SfLEegRlp7n1546UOaDPqAflXAQcUXscnw18JiIOrNMUhs1tmfmCiJgNHBYRT6WcQuV4gIh4DqUX8WDKCMuREXE35b1wFqVHdx8ePZowDHal9Oz/dUfbGoz+rRIR84F7M3NxPTL/tog4CHgD8OeZecNkFrwivBzSSoqIeZm5eJx1m2TmLZNc0pQTEetl5h21J4dh/DbYqzqsNhO4PzPvbV3PVBERkb5JPkpErJmZ9yxnm5nA9O4J0+7TZYuIWXWagVZC92kuVpeRAMOYJElSQwN5VIEkSdKwMIxJkiQ1ZBiTNFQi4vgYvUh997pNo1xncUUfc4eI2GEVS5M0pDyaUpKqemLOE1firjvUnz+csGIkDQ0n8EuaMuoFlr9AOU3KrZTTz3wnMy+KiEPqZvOAZ1LO/XcT8KqRI3XrqVOOz8xD6gl0z6acy+3Hmfmmelqbsyint/g95aLt76Jc8gzgxszcs7+/paSpxmFKSVPJnwAPZeaulEumrDPOdgszczfKpY/2Hmebw4Cf1MfaLCK2q20/qtf3/CLwtMw8ltKbdqJBTNLKcJhS0lTyn8BPIuLbwC8oYWvEmsDIubF+0LH9VuM81jaUKxYsANYHNqdco/KLdf1ZE1SzpCFnz5ikqWR74PLMfBHlWn53MXotxD/t2O5Z9ed2jH9ZmmuBU+plf95JOQv/NcCz6/p3UK55ByXkrQWjl9iQpF45Z0zSlBER61MuAD6bcoHvo4BTKXPHZgGXUOaMPZcSnpYAB2XmA/X+2wJvyczXR8TalMv6bAospVzu7D5G55H9jjLf7I8RsSFwLqX37djMvGQyfl9JU4NhTNLQi4iRoPYQcIxhStJkMoxJkiQ15JwxSZKkhgxjkiRJDRnGJEmSGjKMSZIkNWQYkyRJasgwJkmS1ND/AUjAZ1Rh2PEjAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10,5))\n",
    "sns.countplot(x='subject', data=neutral_df, ax=ax)\n",
    "plt.title('中性词在不同主题的分布')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在有明确主题的情况下：\n",
    "1. 评论都集中在配置、音质和价格\n",
    "2. 差评方面在舒适上的频率明显高于好评和中性评级，可以看出除了配置音质和价格外，舒适度是引起差评的一个重要原因\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(20,5))\n",
    "sns.countplot(x='sentiment_word', data=data, ax=ax)\n",
    "plt.title('情感词')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(20,5))\n",
    "sns.countplot(x='sentiment_word', data=positive_df, ax=ax)\n",
    "plt.title('好评情感词')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(20,5))\n",
    "sns.countplot(x='sentiment_word', data=negative_df, ax=ax)\n",
    "plt.title('差评情感词')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "用户更经常用直接的好和差来表达好评还是差评。差评方面“疼”、“不舒服”舒适度的评价和音质的相关评价较多。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 相关性系数热力图\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>sentiment_label</th>\n",
       "      <th>negative</th>\n",
       "      <th>neutral</th>\n",
       "      <th>positive</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>subject</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>价格</th>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>其他</th>\n",
       "      <td>325</td>\n",
       "      <td>0</td>\n",
       "      <td>2813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>功能</th>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>外形</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>舒适</th>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>配置</th>\n",
       "      <td>121</td>\n",
       "      <td>0</td>\n",
       "      <td>750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>音质</th>\n",
       "      <td>64</td>\n",
       "      <td>0</td>\n",
       "      <td>354</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "sentiment_label  negative  neutral  positive\n",
       "subject                                     \n",
       "价格                     42        0       254\n",
       "其他                    325        0      2813\n",
       "功能                     10        0        61\n",
       "外形                      5        0        68\n",
       "舒适                     21        0        37\n",
       "配置                    121        0       750\n",
       "音质                     64        0       354"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "subject_sentiment = data.pivot_table(columns='sentiment_label', index='subject', values='sentiment_word', aggfunc='count')\n",
    "subject_sentiment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rc = {'font.sans-serif': 'SimHei',\n",
    "      'axes.unicode_minus': False}\n",
    "sns.set(rc=rc, font_scale=1.5)\n",
    "fig, ax = plt.subplots(figsize=(10,10))\n",
    "sns.heatmap(subject_sentiment.drop('其他', axis=0), cmap='GnBu',)\n",
    "plt.title('有明确主题和情感标签的热力图')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "无论差评与好评都集中在配置、音质和价格方面"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "subject_content = data.pivot_table(index='subject', columns='sentiment_label', values='content', aggfunc='count')\n",
    "fig, ax = plt.subplots(figsize=(10,10))\n",
    "sns.heatmap(subject_content.drop('其他',axis=0), cmap='GnBu',)\n",
    "plt.title('评论数和情感标签的热力图')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "评论数也集中在配置、音质和价格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
